Amazon Deep Learning AMIs vs. Dragon Speech Recognition

Amazon AMIs has been very useful for the quick setup and implementation of deep learning for data analysis which is something I have used the service for in my own research. We commonly use the service to enable students to run intensive deep learning algorithms for their assessments. This service works well in this scenario as it allows students to quickly set up a suitable environment and get started with little hassle. If you are looking to run simple, surface level deep learning algorithms (kind of contradictory statement I know) then AMI is more complicated than most will need. When it comes to teaching the basics of Machine Learning, this kind of system is unnecessary and there are other alternatives which can be used. That being said this service is a must if you are looking to run complex deep learning via the cloud.

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My job requires that I produce lengthy and detailed minutes of meetings and Nuance Dragon Speech Recognition is absolutely ideally suited for this purpose. Notably, meetings are recorded and it is extremely easy to playback the recording of meetings while dictating notes. This is a remarkable saving in time and effort in producing minutes that might otherwise take a few days. I cannot think of any scenario where it would be less appropriate to use Nuance Dragon Speech Recognition other than in a situation where it is not possible to dictate for whatever reason.

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• Setting up environment
• Support for different types of machines
• Perfect for Machine Learning / Deep Learning use cases
• Nvidia / Cuda / Conda support easily

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• The main advantage is that it calibrates itself around your tone and accent.
• Integration with many apps and operative system is good.
• Integrating custom words and acronyms is very easy, so, over time, recognition becomes very precise and customized.

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• Some aspects of the User Interface are quite confusing and activating packages can be a bit convoluted
• It can be a bit confusing to switch between frameworks for novice users

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• Word recognition can always improve.
• Sometimes puts stray words or characters on the page if you forget to tell the microphone to go to sleep.
• Adds non-spoken words for no reason if there is a delay in speaking.

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• Nuance Dragon Speech Recognition is not up to par with any of the other AI voice recognition technologies currently available
• The software is also very buggy and crashes frequently
• Punctuation also seems like an afterthought for Nuance Dragon Speech Recognition software--requiring the user to speak out each comma, period, etc.

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Overall, its gives the functionality that I need in my role and can support with automating tasks. I mainly use it for autotext, to add blocks of text and it works universally across all applications. It saves time and works well in Windows 11. It works very well navigating the web.

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One of the worst companies in terms of customer service getting the download file because of a laptop upgrade took me months of work. No jokes.

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Both of these services provide similar functionality and from my experience both are top class services which cover most of your needs. I think ultimately it comes down to what you need each service for. For example Amazon DL AMIs allows for clustering by default meaning I am able to run several clustering algorithms without a problem whereas IBM Watson Studio doesn't provide this functionality. They both provide a wide range of default packages such as Amazon providing caffe-2 and IBM providing sci-kitlearn. My main point is that both are very good services which have very similar functionality, you just need to think about the costs, suitability of features and integration with other services you are using.

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Other than the more recent speech recognition tools from Microsoft, Google, etc., I have always used Nuance Dragon Speech Recognition. I was introduced to AI technology on an appraisal assignment. During the engagement, I had an opportunity to learn about the technology, and when I researched speech recognition software, the best reviews were of Nuance Dragon Speech Recognition. I purchased Nuance Dragon Speech Recognition and have stayed with the product.

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• Saves a lot of Infra Costs
• Saves a lot of time in handling environment issues
• Easy to start a new instance

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• Nuance Dragon Speech Recognition has made it easier to dictate progress notes
• Nuance Dragon Speech Recognition has made seeing patients more efficient
• Nuance Dragon Speech Recognition was a little expensive for our smaller practice

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